{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础柱状图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础散点图—分组散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(np.arange(0,5,0.25))\n",
    "y1 = np.random.rand(20)\n",
    "y2 = np.random.rand(20)\n",
    "plt.figure(figsize=(10,7))#设置画布的尺寸\n",
    "\n",
    "plt.scatter(x,y1,s =150,marker ='^',alpha = 0.7)\n",
    "plt.scatter(x,y2,s =150,marker ='o',alpha = 0.7)\n",
    "\n",
    "plt.title(\"基础散点图—分组散点图\",fontsize =20) # 图形标题\n",
    "plt.xlabel(\"我是x轴\",fontsize = 14) # x轴名称\n",
    "plt.ylabel(\"我是y轴\",fontsize = 14) # y轴名称\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础散点图—分组散点图—添加图例、颜色条"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(np.arange(0,5,0.25))\n",
    "y1 = np.random.rand(20)\n",
    "y2 = np.random.rand(20)\n",
    "plt.figure(figsize=(10,7))#设置画布的尺寸\n",
    "\n",
    "plt.scatter(x,y1,s =150,marker ='^',alpha = 0.7,c = np.random.rand(20),label = \"系列1\")\n",
    "plt.scatter(x,y2,s =150,marker ='o',alpha = 0.7,c = np.random.rand(20),label = \"系列2\")\n",
    "\n",
    "plt.title(\"基础散点图—分组散点图\",fontsize =20) # 图形标题\n",
    "plt.xlabel(\"我是x轴\",fontsize = 14) # x轴名称\n",
    "plt.ylabel(\"我是y轴\",fontsize = 14) # y轴名称\n",
    "\n",
    "plt.legend(loc = 1,fontsize = 14)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础散点图—分组散点图—多组数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import datasets \n",
    "iris=datasets.load_iris()\n",
    "x, y = iris.data, iris.target\n",
    "pd_iris = pd.DataFrame(np.hstack((x, y.reshape(150, 1))),columns=['sepal length(cm)','sepal width(cm)','petal length(cm)','petal width(cm)','class'] )\n",
    " \n",
    "plt.figure(figsize = (10,7),dpi = 100)\n",
    "\n",
    "plt.title(\"基础散点图—分组散点图—多组数据\",fontsize =16) # 图形标题\n",
    "plt.xlabel(\"我是x轴\",fontsize = 12) # x轴名称\n",
    "plt.ylabel(\"我是y轴\",fontsize = 12) # y轴名称\n",
    "\n",
    "iris_type=pd_iris['class'].unique()#将点分为三类\n",
    "iris_name=iris.target_names\n",
    "colors = ['#FF69B4','#098154','#fb832d']\n",
    "markers = ['x','o','+'] #设置样式\n",
    " \n",
    "for i in range(len(iris_type)):\n",
    "    plt.scatter(pd_iris.loc[pd_iris['class'] == iris_type[i], 'sepal length(cm)'],\n",
    "                pd_iris.loc[pd_iris['class'] == iris_type[i], 'sepal width(cm)'],\n",
    "                s = 50,\n",
    "                c = colors[i],\n",
    "                marker = markers[i],#marker形状\n",
    "                label = iris_name[i])#后面图例的名称取自label\n",
    "\n",
    "plt.legend(loc = 1,fontsize = 13)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
